{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 7: Ac225 Reconstruction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial uses the PSF operators derived in tutorials 5 and 6 to perform Ac225 reconstruction in PyTomography. For more details on PyTommography, as well as tutorials, see [this link](https://pytomography.readthedocs.io/en/latest/usage.html)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " - - - - - - - - - - - -\n", " P A R A L L E L | P R O J\n", " - - - - - - - - - - - -\n", "\n", " =================================================\n", "\n", " Please consider citing our publication\n", " ---------------------------------------------\n", " Georg Schramm and Kris Thielemans:\n", " \"PARALLELPROJ—an open-source framework for\n", " fast calculation of projections in\n", " tomography\"\n", " Front. Nucl. Med., 08 January 2024\n", " Sec. PET and SPECT, Vol 3\n", " https://doi.org/10.3389/fnume.2023.1324562\n", "\n", " =================================================\n", " \n", " parallelproj C lib: /data/anaconda/envs/pytomo_install_test/lib/libparallelproj_c.so.1.8.0\n", " parallelproj CUDA lib: /data/anaconda/envs/pytomo_install_test/lib/libparallelproj_cuda.so.1.8.0\n", " \n" ] } ], "source": [ "import torch\n", "import dill\n", "import pytomography\n", "from pytomography.io.SPECT import simind\n", "from pytomography.projectors.SPECT import SPECTSystemMatrix\n", "from pytomography.transforms.SPECT import SPECTAttenuationTransform, SPECTPSFTransform\n", "from pytomography.algorithms import OSEM\n", "from pytomography.io.SPECT.shared import subsample_projections_and_modify_metadata, subsample_amap\n", "from pytomography.likelihoods import PoissonLogLikelihood\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A lot of the code below uses PyTomography for image reconstruction: you can see more details on how to reconstruct SIMIND data here [here](https://pytomography.readthedocs.io/en/latest/notebooks/t_siminddata.html)\n", "\n", "* The data corresponds to a cylindrical phantom with warm background and 3 hot spheres." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dT = 3.5 * 60 # seconds per projection\n", "activity = 100 # mBq\n", "CPSpMBq = 19.4796\n", "\n", "photopeak_path = '/disk1/ac225/bi213_bkg_proj/tot_w8.h00'\n", "scatter_path = '/disk1/ac225/bi213_bkg_proj/sca_w8.h00'\n", "amap = simind.get_attenuation_map('/disk1/ac225/bi213_proj/amap.hct')\n", "\n", "object_meta, proj_meta = simind.get_metadata(photopeak_path)\n", "projectionss = simind.get_projections([photopeak_path, scatter_path])\n", "# Subsample to lower resolution\n", "object_meta, proj_meta, projectionss = subsample_projections_and_modify_metadata(object_meta, proj_meta, projectionss, N_pixel = 2, N_angle=4)\n", "amap = subsample_amap(amap, 2)\n", "# Get photopeak and scatter\n", "photopeak = torch.poisson(projectionss[0]*activity*dT)\n", "scatter = torch.poisson(projectionss[1]*activity*dT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code below reconstructs using MLEM(30it,1ss)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def perform_reconstruction(psf_transform):\n", " att_transform = SPECTAttenuationTransform(attenuation_map=amap)\n", " system_matrix = SPECTSystemMatrix(\n", " obj2obj_transforms = [att_transform,psf_transform],\n", " proj2proj_transforms = [],\n", " object_meta = object_meta,\n", " proj_meta = proj_meta)\n", " likelihood = PoissonLogLikelihood(system_matrix, photopeak, scatter)\n", " algorithm = OSEM(likelihood)\n", " return algorithm(n_iters=30, n_subsets=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1D-R reconstruction using psf operator saved from tutorial 5" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "with open(f'/home/gpuvmadm/PointSpreadFunctionFitter/notebook_testing/psf_operator_1D.pkl', 'rb') as f:\n", " psf_operator = dill.load(f)\n", "psf_operator.set_device(pytomography.device)\n", "psf_transform = SPECTPSFTransform(psf_operator=psf_operator)\n", "recon_1Dfit = perform_reconstruction(psf_transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2D reconstruction using psf operator saved from tutorial 6. This takes about 2.5 times longer than using the psf operator above" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "with open('/home/gpuvmadm/PointSpreadFunctionFitter/notebook_testing/psf_kernel_nearest_multi.pkl', 'rb') as file:\n", " psf_operator = dill.load(file)\n", "psf_operator.set_device(pytomography.device)\n", "psf_transform = SPECTPSFTransform(psf_operator=psf_operator)\n", "recon2D = perform_reconstruction(psf_transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruction that doesn't take into account septal penetration or scatter" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "psf_meta = simind.get_psfmeta_from_header('/disk1/ac225/bi213_bkg_proj/tot_w8.h00')\n", "psf_transform = SPECTPSFTransform(psf_meta)\n", "reconbad = perform_reconstruction(psf_transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets compare the two reconstructions: the first one using the fitted PSF and the second one using the Monte Carlo kernels. Note that the fitted one was over twice as fast for reconstructing!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "recons = [reconbad, recon_1Dfit, recon2D]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3,figsize=(12,4))\n", "for i in range(3):\n", " plt.sca(ax[i])\n", " plt.imshow(recons[i].cpu().numpy()[:,:,64], cmap='hot', interpolation='gaussian')\n", " plt.axis('off')\n", " plt.xlim(35,95)\n", " plt.ylim(35,95)\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,3))\n", "plt.subplot(121)\n", "plt.plot(recon_1Dfit.cpu().numpy()[:,64,64])\n", "plt.plot(recon2D.cpu().numpy()[:,64,64], ls='--')\n", "plt.subplot(122)\n", "plt.plot(recon_1Dfit.cpu().numpy()[50,:,64])\n", "plt.plot(recon2D.cpu().numpy()[50,:,64], ls='--')\n", "fig.supxlabel('Position')\n", "fig.supylabel('Counts')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very similar!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "torch.save(reconbad, '/disk1/psf_data/toolbox_plots_data/ac225_reconbad.pt')\n", "torch.save(recon_1Dfit, '/disk1/psf_data/toolbox_plots_data/ac225_recon1Dfit.pt')\n", "torch.save(recon2D, '/disk1/psf_data/toolbox_plots_data/ac225_recon2D.pt')" ] } ], "metadata": { "kernelspec": { "display_name": "pytomo_install_test", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }